A key benefit of open-vocabulary detection is to test on out-of-distribution data with categories given by users on the fly. Thus, we apply F-VLM to Ego4D [1]}, a real-world ego-centric application. Despite the large domain shift, F-VLM is able to detect many novel and common objects. Please see Appendix  for more details and visualization.
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